Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "180"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 180 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 50 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 48 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 180, Node N13:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459865 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - -1.112729 22.388619 0.328185 67.835651 1.695596 24.145428 0.409158 13.087611 0.7268 0.0503 0.4813 nan nan
2459864 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - -1.685368 27.533643 0.676176 27.766198 0.806128 13.506084 1.700295 8.119318 0.7001 0.0558 0.5240 nan nan
2459863 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - -0.912673 16.638988 0.348451 8.958414 2.753929 5.233976 0.135683 2.945875 0.6965 0.0566 0.5194 nan nan
2459862 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - -1.008685 16.714342 -0.636692 31.899099 0.910464 19.148834 1.037677 3.514165 0.6797 0.0620 0.4858 nan nan
2459861 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - -0.494072 12.565707 -0.858844 9.181248 -0.124357 3.320185 -0.061853 2.425909 0.7141 0.0546 0.4999 nan nan
2459860 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - -0.915794 13.902931 1.307038 26.583274 -0.790570 21.849200 0.159835 2.208468 0.7216 0.0601 0.5423 nan nan
2459859 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - -0.475426 11.863988 -1.116654 9.861733 -0.447142 2.909409 -0.249289 1.151437 0.7272 0.0649 0.5407 nan nan
2459858 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.354704 12.583797 -1.093573 10.111837 -0.298745 3.082054 -0.271485 2.454678 0.7365 0.0605 0.5453 3.801005 4.887046
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.284670 5.848462 -0.156356 1.787089 3.636914 1.855439 0.486818 8.990686 0.0489 0.0400 0.0118 nan nan
2459856 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 1.038063 18.985491 1.838854 24.878202 0.369400 12.486892 2.424239 5.938325 0.7211 0.0609 0.5270 2.776559 1.211511
2459855 RF_maintenance 100.00% 0.00% 78.16% 0.00% 100.00% 0.00% 1.350007 15.708372 -1.317301 24.635947 -0.513129 3.765720 -0.031798 1.631937 0.7114 0.3255 0.5072 11.391516 2.128755
2459854 RF_maintenance 100.00% 0.00% 72.52% 0.00% 100.00% 0.00% 1.060858 14.142112 -0.343330 18.794172 -0.139505 3.756812 2.877606 6.205619 0.7252 0.3540 0.5200 12.041243 2.064572
2459853 RF_maintenance 100.00% 0.00% 85.95% 0.00% 100.00% 0.00% 0.639601 13.694874 -0.023292 25.912013 -0.160252 9.948857 -0.086500 3.893170 0.7502 0.3030 0.5317 11.220061 2.235381
2459852 RF_maintenance 100.00% 0.00% 21.62% 0.00% 100.00% 0.00% 1.337568 11.944438 0.045920 26.573518 -0.936383 14.336529 -0.317848 11.418353 0.8255 0.5656 0.3636 38.362638 5.467818
2459851 RF_maintenance 100.00% 0.00% 76.80% 0.00% 100.00% 0.00% 0.377893 18.219426 0.304240 28.932192 0.809093 38.281984 0.291187 18.388783 0.7631 0.3723 0.4646 12.043645 2.635432
2459850 RF_maintenance 100.00% 0.00% 70.68% 0.00% 100.00% 0.00% 0.702011 16.391488 0.083443 24.158585 -0.138962 17.478128 -0.321608 14.493327 0.7526 0.4172 0.4383 10.622893 2.194920
2459849 RF_maintenance 100.00% 0.00% 73.35% 0.00% 100.00% 0.00% 0.963389 14.995138 1.979400 47.768433 -0.823038 11.100182 0.283643 5.809025 0.7512 0.3972 0.4568 11.340893 2.290104
2459848 RF_maintenance 100.00% 0.00% 69.82% 0.00% 100.00% 0.00% 0.896082 13.384574 1.585824 31.137147 0.303165 19.242483 -0.477687 3.344519 0.7296 0.4039 0.4638 9.838633 2.083691
2459847 RF_maintenance 100.00% 0.00% 88.61% 0.00% 100.00% 0.00% 0.905287 15.432055 1.278658 29.334218 1.945267 24.505966 -0.238808 1.675383 0.7365 0.2869 0.5407 10.394799 2.158828
2459845 RF_maintenance 100.00% 0.00% 70.76% 0.00% 100.00% 0.00% 0.912308 17.011969 2.700366 40.054909 -0.120443 14.266041 -0.477035 1.341121 0.7234 0.3786 0.5164 10.911107 2.690750
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 3.146371 13.803471 -0.149260 9.155432 1.112976 3.338336 0.067935 10.028663 0.0280 0.0455 0.0022 nan nan
2459843 RF_maintenance 100.00% 1.20% 71.62% 0.00% 100.00% 0.00% 1.512337 16.907226 0.258464 19.747980 -0.470597 62.524908 -0.719830 1.821682 0.7381 0.3879 0.5163 12.064062 2.760082
2459842 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.251474 10.814198 -0.585350 9.580710 0.582173 -1.530341 -0.151280 1.117589 0.7499 0.2824 0.4710 16.204803 3.773763
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 4.276053 14.113450 -0.421291 6.201254 10.264707 3.713612 0.904494 7.969068 0.0283 0.0486 0.0030 nan nan
2459839 RF_maintenance 100.00% - - - - - -0.818146 0.076465 0.347971 1.038528 0.323466 2.149394 0.705777 9.068154 nan nan nan nan nan
2459838 RF_maintenance 100.00% 0.00% 82.83% 0.00% 100.00% 0.00% 0.612728 16.779975 -0.092527 22.834655 -1.530002 24.415888 -0.477320 1.598047 0.7561 0.3396 0.5237 0.000000 0.000000
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0614 0.0676 0.0079 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.000016 2.460828 -0.688467 2.917185 1.792927 -0.321100 -0.181886 0.217141 0.0590 0.0660 0.0069 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.989673 5.164622 0.473588 3.903395 1.357113 2.131046 0.495337 10.441877 0.0469 0.0437 0.0016 nan nan
2459832 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -1.417215 0.312268 0.254120 1.039436 0.590858 1.125077 0.253242 5.593098 0.0561 0.0799 0.0107 nan nan
2459830 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.374998 26.052420 0.099981 34.797876 0.381057 28.300817 -0.113151 4.462440 0.8095 0.2595 0.6512 11.903415 2.622106
2459829 RF_maintenance 100.00% 0.00% 88.18% 0.00% 100.00% 0.00% 1.551241 28.714922 0.052335 29.015137 -0.342044 26.307828 1.163995 7.269553 0.7623 0.3247 0.5453 10.528193 4.968810
2459828 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.596565 22.018623 0.314459 30.466377 0.527105 25.746369 -0.190280 10.417717 0.8066 0.2685 0.6358 0.000000 0.000000
2459827 RF_maintenance 100.00% 0.00% 87.11% 0.00% 100.00% 0.00% 0.668533 21.783497 0.775231 35.333569 -0.408415 21.485000 1.048863 0.929200 0.7641 0.3132 0.5487 0.000000 0.000000
2459826 RF_maintenance 100.00% 0.00% 91.94% 0.00% 100.00% 0.00% 0.293425 19.380742 0.856557 38.001862 0.762048 34.662745 -0.014999 6.633674 0.8000 0.2852 0.6108 0.000000 0.000000
2459825 RF_maintenance 100.00% 0.00% 89.25% 0.00% 100.00% 0.00% 0.512016 20.991490 -0.454296 30.386859 -0.391963 19.574806 -0.655855 0.056705 0.8004 0.2955 0.6115 17.302808 2.948787
2459824 RF_maintenance 100.00% 0.00% 76.95% 0.00% 100.00% 0.00% 0.572202 16.571528 -0.444507 25.553688 0.048312 16.516003 0.109992 2.351872 0.7272 0.3592 0.4973 14.884317 3.350603
2459823 RF_maintenance 100.00% 0.00% 92.94% 0.00% 100.00% 0.00% 0.825330 16.538335 0.292635 43.911897 1.929401 24.079039 0.445894 21.951941 0.7658 0.2819 0.5823 317.222939 41.389027
2459822 RF_maintenance 100.00% 0.00% 78.49% 0.00% 100.00% 0.00% 0.941260 18.995992 0.579025 40.950142 -0.159650 21.752081 0.445364 0.299743 0.8033 0.3373 0.6101 15.619641 3.902542
2459821 RF_maintenance 100.00% 0.00% 75.81% 0.00% 100.00% 0.00% 1.159929 21.652020 0.534510 41.460440 -0.902388 18.380685 -0.842125 -0.697402 0.7924 0.3489 0.6074 17.845348 4.710195
2459820 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459817 RF_maintenance 100.00% 0.00% 65.05% 0.00% 100.00% 0.00% 0.905097 17.259401 0.221579 40.353831 -0.215585 25.669197 -0.668710 0.823651 0.7951 0.3948 0.5916 22.877875 4.962992
2459816 RF_maintenance 100.00% 0.00% 88.21% 0.00% 100.00% 0.00% 0.437769 15.505904 -0.204303 41.880726 0.017429 35.151098 0.023085 6.540838 0.8441 0.3001 0.6773 11.967116 2.634683
2459815 RF_maintenance 100.00% 0.00% 59.68% 0.00% 100.00% 0.00% 0.611940 14.980339 -0.039082 43.874762 -0.576999 32.928818 -0.523747 9.906970 0.7916 0.4303 0.6003 28.230084 5.226160
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 180: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 67.835651 -1.112729 22.388619 0.328185 67.835651 1.695596 24.145428 0.409158 13.087611

Antenna 180: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 27.766198 27.533643 -1.685368 27.766198 0.676176 13.506084 0.806128 8.119318 1.700295

Antenna 180: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Shape 16.638988 -0.912673 16.638988 0.348451 8.958414 2.753929 5.233976 0.135683 2.945875

Antenna 180: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 31.899099 -1.008685 16.714342 -0.636692 31.899099 0.910464 19.148834 1.037677 3.514165

Antenna 180: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Shape 12.565707 12.565707 -0.494072 9.181248 -0.858844 3.320185 -0.124357 2.425909 -0.061853

Antenna 180: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 26.583274 -0.915794 13.902931 1.307038 26.583274 -0.790570 21.849200 0.159835 2.208468

Antenna 180: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Shape 11.863988 -0.475426 11.863988 -1.116654 9.861733 -0.447142 2.909409 -0.249289 1.151437

Antenna 180: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Shape 12.583797 12.583797 -0.354704 10.111837 -1.093573 3.082054 -0.298745 2.454678 -0.271485

Antenna 180: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Temporal Discontinuties 8.990686 5.848462 2.284670 1.787089 -0.156356 1.855439 3.636914 8.990686 0.486818

Antenna 180: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 24.878202 1.038063 18.985491 1.838854 24.878202 0.369400 12.486892 2.424239 5.938325

Antenna 180: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 24.635947 15.708372 1.350007 24.635947 -1.317301 3.765720 -0.513129 1.631937 -0.031798

Antenna 180: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 18.794172 14.142112 1.060858 18.794172 -0.343330 3.756812 -0.139505 6.205619 2.877606

Antenna 180: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 25.912013 13.694874 0.639601 25.912013 -0.023292 9.948857 -0.160252 3.893170 -0.086500

Antenna 180: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 26.573518 1.337568 11.944438 0.045920 26.573518 -0.936383 14.336529 -0.317848 11.418353

Antenna 180: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Temporal Variability 38.281984 0.377893 18.219426 0.304240 28.932192 0.809093 38.281984 0.291187 18.388783

Antenna 180: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 24.158585 0.702011 16.391488 0.083443 24.158585 -0.138962 17.478128 -0.321608 14.493327

Antenna 180: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 47.768433 0.963389 14.995138 1.979400 47.768433 -0.823038 11.100182 0.283643 5.809025

Antenna 180: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 31.137147 13.384574 0.896082 31.137147 1.585824 19.242483 0.303165 3.344519 -0.477687

Antenna 180: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 29.334218 15.432055 0.905287 29.334218 1.278658 24.505966 1.945267 1.675383 -0.238808

Antenna 180: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 40.054909 17.011969 0.912308 40.054909 2.700366 14.266041 -0.120443 1.341121 -0.477035

Antenna 180: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Shape 13.803471 3.146371 13.803471 -0.149260 9.155432 1.112976 3.338336 0.067935 10.028663

Antenna 180: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Temporal Variability 62.524908 16.907226 1.512337 19.747980 0.258464 62.524908 -0.470597 1.821682 -0.719830

Antenna 180: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Shape 10.814198 0.251474 10.814198 -0.585350 9.580710 0.582173 -1.530341 -0.151280 1.117589

Antenna 180: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Shape 14.113450 4.276053 14.113450 -0.421291 6.201254 10.264707 3.713612 0.904494 7.969068

Antenna 180: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Temporal Discontinuties 9.068154 0.076465 -0.818146 1.038528 0.347971 2.149394 0.323466 9.068154 0.705777

Antenna 180: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Temporal Variability 24.415888 16.779975 0.612728 22.834655 -0.092527 24.415888 -1.530002 1.598047 -0.477320

Antenna 180: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 2.917185 2.460828 -0.000016 2.917185 -0.688467 -0.321100 1.792927 0.217141 -0.181886

Antenna 180: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Temporal Discontinuties 10.441877 5.164622 -0.989673 3.903395 0.473588 2.131046 1.357113 10.441877 0.495337

Antenna 180: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 180: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Temporal Discontinuties 5.593098 -1.417215 0.312268 0.254120 1.039436 0.590858 1.125077 0.253242 5.593098

Antenna 180: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 34.797876 0.374998 26.052420 0.099981 34.797876 0.381057 28.300817 -0.113151 4.462440

Antenna 180: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 29.015137 28.714922 1.551241 29.015137 0.052335 26.307828 -0.342044 7.269553 1.163995

Antenna 180: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 30.466377 22.018623 0.596565 30.466377 0.314459 25.746369 0.527105 10.417717 -0.190280

Antenna 180: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 35.333569 0.668533 21.783497 0.775231 35.333569 -0.408415 21.485000 1.048863 0.929200

Antenna 180: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 38.001862 19.380742 0.293425 38.001862 0.856557 34.662745 0.762048 6.633674 -0.014999

Antenna 180: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 30.386859 20.991490 0.512016 30.386859 -0.454296 19.574806 -0.391963 0.056705 -0.655855

Antenna 180: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 25.553688 0.572202 16.571528 -0.444507 25.553688 0.048312 16.516003 0.109992 2.351872

Antenna 180: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 43.911897 16.538335 0.825330 43.911897 0.292635 24.079039 1.929401 21.951941 0.445894

Antenna 180: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 40.950142 0.941260 18.995992 0.579025 40.950142 -0.159650 21.752081 0.445364 0.299743

Antenna 180: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 41.460440 21.652020 1.159929 41.460440 0.534510 18.380685 -0.902388 -0.697402 -0.842125

Antenna 180: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 180: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 40.353831 0.905097 17.259401 0.221579 40.353831 -0.215585 25.669197 -0.668710 0.823651

Antenna 180: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 41.880726 15.505904 0.437769 41.880726 -0.204303 35.151098 0.017429 6.540838 0.023085

Antenna 180: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 43.874762 14.980339 0.611940 43.874762 -0.039082 32.928818 -0.576999 9.906970 -0.523747

Antenna 180: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 180: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: